Overview

Dataset statistics

Number of variables64
Number of observations9987
Missing cells51199
Missing cells (%)8.0%
Duplicate rows288
Duplicate rows (%)2.9%
Total size in memory4.9 MiB
Average record size in memory512.0 B

Variable types

NUM33
BOOL21
CAT10

Warnings

Dataset has 288 (2.9%) duplicate rows Duplicates
GP4 has a high cardinality: 1296 distinct values High cardinality
HUMAN_V1 is highly correlated with HUMAN_T1High correlation
HUMAN_T1 is highly correlated with HUMAN_V1High correlation
JUL_START_DATE is highly correlated with year and 2 other fieldsHigh correlation
year is highly correlated with JUL_START_DATE and 2 other fieldsHigh correlation
JUL_END_DATE is highly correlated with year and 2 other fieldsHigh correlation
PUB_YEAR is highly correlated with year and 2 other fieldsHigh correlation
event is highly correlated with recap and 1 other fieldsHigh correlation
recap is highly correlated with event and 1 other fieldsHigh correlation
STAT_ACT is highly correlated with EXP_TYPE and 1 other fieldsHigh correlation
EXP_TYPE is highly correlated with STAT_ACTHigh correlation
ATK_TYPE is highly correlated with STAT_ACTHigh correlation
N_OF_INI_A is highly correlated with N_OF_INI_PHigh correlation
N_OF_INI_P is highly correlated with N_OF_INI_AHigh correlation
QUASI_EVENT is highly correlated with recap and 1 other fieldsHigh correlation
INI_TYPE has 721 (7.2%) missing values Missing
NGOV_I1 has 2223 (22.3%) missing values Missing
TAR_TYPE has 318 (3.2%) missing values Missing
HUMAN_T1 has 3013 (30.2%) missing values Missing
HUMAN_V1 has 2951 (29.5%) missing values Missing
EV_TYPE has 131 (1.3%) missing values Missing
pinpoint has 308 (3.1%) missing values Missing
GP7 has 112 (1.1%) missing values Missing
GP8 has 111 (1.1%) missing values Missing
AD_TACT has 4690 (47.0%) missing values Missing
EXP_TYPE has 4705 (47.1%) missing values Missing
ATK_TYPE has 6525 (65.3%) missing values Missing
DSA_TYPE has 8619 (86.3%) missing values Missing
STAT_ACT has 8631 (86.4%) missing values Missing
N_OF_INI_P has 3544 (35.5%) missing values Missing
N_OF_INI_A has 1169 (11.7%) missing values Missing
victim_effect has 3151 (31.6%) missing values Missing
N_INJURD is highly skewed (γ1 = 25.0150656) Skewed
N_KILLED_P is highly skewed (γ1 = 39.44361892) Skewed
N_KILLED_A is highly skewed (γ1 = 38.64096993) Skewed
TAR_TYPE has 978 (9.8%) zeros Zeros
N_INJURD has 9245 (92.6%) zeros Zeros
N_KILLED_P has 8903 (89.1%) zeros Zeros
N_KILLED_A has 8903 (89.1%) zeros Zeros
N_INJURD_D has 9245 (92.6%) zeros Zeros

Reproduction

Analysis started2020-10-25 19:48:50.776659
Analysis finished2020-10-25 19:51:28.911025
Duration2 minutes and 38.13 seconds
Software versionpandas-profiling v2.9.0
Download configurationconfig.yaml

Variables

month
Real number (ℝ≥0)

Distinct12
Distinct (%)0.1%
Missing7
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean6.593587174
Minimum1
Maximum12
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:28.985861image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q14
median7
Q39
95-th percentile12
Maximum12
Range11
Interquartile range (IQR)5

Descriptive statistics

Standard deviation3.085571671
Coefficient of variation (CV)0.4679655534
Kurtosis-0.9250476375
Mean6.593587174
Median Absolute Deviation (MAD)2
Skewness-0.0870067551
Sum65804
Variance9.520752538
MonotocityNot monotonic
2020-10-25T12:51:29.093577image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%) 
7163516.4%
 
99909.9%
 
59309.3%
 
89249.3%
 
48848.9%
 
107717.7%
 
37187.2%
 
67067.1%
 
116856.9%
 
26036.0%
 
Other values (2)113411.4%
 
ValueCountFrequency (%) 
15986.0%
 
26036.0%
 
37187.2%
 
48848.9%
 
59309.3%
 
ValueCountFrequency (%) 
125365.4%
 
116856.9%
 
107717.7%
 
99909.9%
 
89249.3%
 

year
Real number (ℝ≥0)

HIGH CORRELATION

Distinct60
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1972.979674
Minimum1946
Maximum2005
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:29.228213image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1946
5-th percentile1949
Q11964
median1970
Q31983
95-th percentile2001
Maximum2005
Range59
Interquartile range (IQR)19

Descriptive statistics

Standard deviation14.38978038
Coefficient of variation (CV)0.007293425561
Kurtosis-0.5474435489
Mean1972.979674
Median Absolute Deviation (MAD)9
Skewness0.3314007758
Sum19704148
Variance207.0657795
MonotocityIncreasing
2020-10-25T12:51:29.367805image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
19695305.3%
 
19704914.9%
 
19634654.7%
 
19684334.3%
 
19663593.6%
 
19653553.6%
 
19673553.6%
 
19713363.4%
 
19643123.1%
 
19792822.8%
 
Other values (50)606960.8%
 
ValueCountFrequency (%) 
19461571.6%
 
19471001.0%
 
19481421.4%
 
19491291.3%
 
19501181.2%
 
ValueCountFrequency (%) 
2005320.3%
 
2004380.4%
 
2003951.0%
 
2002770.8%
 
20012662.7%
 

KNOW_INI
Categorical

Distinct4
Distinct (%)< 0.1%
Missing62
Missing (%)0.6%
Memory size78.0 KiB
1
8835 
0
 
584
0.5
 
369
2
 
137
ValueCountFrequency (%) 
1883588.5%
 
05845.8%
 
0.53693.7%
 
21371.4%
 
(Missing)620.6%
 
2020-10-25T12:51:29.525383image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2020-10-25T12:51:29.612151image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:29.729872image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3

INI_TYPE
Real number (ℝ≥0)

MISSING

Distinct5
Distinct (%)0.1%
Missing721
Missing (%)7.2%
Infinite0
Infinite (%)0.0%
Mean1.184113965
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:29.831563image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q11
median1
Q31
95-th percentile2
Maximum5
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4559259717
Coefficient of variation (CV)0.38503555
Kurtosis19.27644752
Mean1.184113965
Median Absolute Deviation (MAD)0
Skewness3.515762296
Sum10972
Variance0.2078684917
MonotocityNot monotonic
2020-10-25T12:51:29.943265image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
1770877.2%
 
2149815.0%
 
5310.3%
 
4260.3%
 
33< 0.1%
 
(Missing)7217.2%
 
ValueCountFrequency (%) 
1770877.2%
 
2149815.0%
 
33< 0.1%
 
4260.3%
 
5310.3%
 
ValueCountFrequency (%) 
5310.3%
 
4260.3%
 
33< 0.1%
 
2149815.0%
 
1770877.2%
 

NGOV_I1
Real number (ℝ≥0)

MISSING

Distinct38
Distinct (%)0.5%
Missing2223
Missing (%)22.3%
Infinite0
Infinite (%)0.0%
Mean14.9359866
Minimum1
Maximum41
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:30.094858image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q15
median10
Q325
95-th percentile39
Maximum41
Range40
Interquartile range (IQR)20

Descriptive statistics

Standard deviation13.07072678
Coefficient of variation (CV)0.8751163971
Kurtosis-1.110478242
Mean14.9359866
Median Absolute Deviation (MAD)8
Skewness0.5980628194
Sum115963
Variance170.8438987
MonotocityNot monotonic
2020-10-25T12:51:30.233523image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=38)
ValueCountFrequency (%) 
1114111.4%
 
59519.5%
 
68198.2%
 
157217.2%
 
325565.6%
 
395025.0%
 
24594.6%
 
32963.0%
 
252692.7%
 
242672.7%
 
Other values (28)178317.9%
 
(Missing)222322.3%
 
ValueCountFrequency (%) 
1114111.4%
 
24594.6%
 
32963.0%
 
490.1%
 
59519.5%
 
ValueCountFrequency (%) 
414< 0.1%
 
395025.0%
 
381211.2%
 
371841.8%
 
36290.3%
 

TAR_TYPE
Real number (ℝ≥0)

MISSING
ZEROS

Distinct5
Distinct (%)0.1%
Missing318
Missing (%)3.2%
Infinite0
Infinite (%)0.0%
Mean1.274071776
Minimum0
Maximum4
Zeros978
Zeros (%)9.8%
Memory size78.0 KiB
2020-10-25T12:51:30.371155image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median1
Q31
95-th percentile3
Maximum4
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.8754518778
Coefficient of variation (CV)0.6871291668
Kurtosis2.58826062
Mean1.274071776
Median Absolute Deviation (MAD)0
Skewness1.493263981
Sum12319
Variance0.7664159903
MonotocityNot monotonic
2020-10-25T12:51:30.472847image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
1637263.8%
 
2146614.7%
 
09789.8%
 
44564.6%
 
33974.0%
 
(Missing)3183.2%
 
ValueCountFrequency (%) 
09789.8%
 
1637263.8%
 
2146614.7%
 
33974.0%
 
44564.6%
 
ValueCountFrequency (%) 
44564.6%
 
33974.0%
 
2146614.7%
 
1637263.8%
 
09789.8%
 

HUMAN_T1
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct40
Distinct (%)0.6%
Missing3013
Missing (%)30.2%
Infinite0
Infinite (%)0.0%
Mean24.9455119
Minimum1
Maximum41
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:30.609482image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q15
median36
Q337
95-th percentile38
Maximum41
Range40
Interquartile range (IQR)32

Descriptive statistics

Standard deviation15.06916648
Coefficient of variation (CV)0.6040832731
Kurtosis-1.428956412
Mean24.9455119
Median Absolute Deviation (MAD)1
Skewness-0.6153122204
Sum173970
Variance227.0797784
MonotocityNot monotonic
2020-10-25T12:51:30.748111image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=40)
ValueCountFrequency (%) 
37288628.9%
 
18338.3%
 
366216.2%
 
55905.9%
 
392302.3%
 
21982.0%
 
161982.0%
 
151551.6%
 
381271.3%
 
61211.2%
 
Other values (30)101510.2%
 
(Missing)301330.2%
 
ValueCountFrequency (%) 
18338.3%
 
21982.0%
 
3870.9%
 
4410.4%
 
55905.9%
 
ValueCountFrequency (%) 
41100.1%
 
401< 0.1%
 
392302.3%
 
381271.3%
 
37288628.9%
 

HUMAN_V1
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct40
Distinct (%)0.6%
Missing2951
Missing (%)29.5%
Infinite0
Infinite (%)0.0%
Mean24.70650938
Minimum1
Maximum41
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:30.904692image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q15
median36
Q337
95-th percentile38
Maximum41
Range40
Interquartile range (IQR)32

Descriptive statistics

Standard deviation15.1199936
Coefficient of variation (CV)0.6119842089
Kurtosis-1.477322958
Mean24.70650938
Median Absolute Deviation (MAD)2
Skewness-0.5773758174
Sum173835
Variance228.6142064
MonotocityNot monotonic
2020-10-25T12:51:31.039367image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=40)
ValueCountFrequency (%) 
37284828.5%
 
18318.3%
 
56606.6%
 
366186.2%
 
392482.5%
 
161921.9%
 
21871.9%
 
151661.7%
 
61321.3%
 
381301.3%
 
Other values (30)102410.3%
 
(Missing)295129.5%
 
ValueCountFrequency (%) 
18318.3%
 
21871.9%
 
3850.9%
 
4410.4%
 
56606.6%
 
ValueCountFrequency (%) 
41100.1%
 
401< 0.1%
 
392482.5%
 
381301.3%
 
37284828.5%
 

DATE_TYP
Categorical

Distinct4
Distinct (%)< 0.1%
Missing7
Missing (%)0.1%
Memory size78.0 KiB
1
6289 
3
1793 
4
1276 
2
 
622
ValueCountFrequency (%) 
1628963.0%
 
3179318.0%
 
4127612.8%
 
26226.2%
 
(Missing)70.1%
 
2020-10-25T12:51:31.184969image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2020-10-25T12:51:31.270754image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:31.387442image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3

day
Real number (ℝ≥0)

Distinct31
Distinct (%)0.3%
Missing7
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean15.29318637
Minimum1
Maximum31
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:31.499137image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile3
Q19
median16
Q321
95-th percentile29
Maximum31
Range30
Interquartile range (IQR)12

Descriptive statistics

Standard deviation7.870788221
Coefficient of variation (CV)0.5146597987
Kurtosis-0.8241362319
Mean15.29318637
Median Absolute Deviation (MAD)6
Skewness0.0710549614
Sum152626
Variance61.94930721
MonotocityNot monotonic
2020-10-25T12:51:31.620813image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=31)
ValueCountFrequency (%) 
16157715.8%
 
114624.6%
 
154304.3%
 
43323.3%
 
123153.2%
 
233073.1%
 
183013.0%
 
133013.0%
 
102983.0%
 
52963.0%
 
Other values (21)536153.7%
 
ValueCountFrequency (%) 
12472.5%
 
22442.4%
 
32802.8%
 
43323.3%
 
52963.0%
 
ValueCountFrequency (%) 
311131.1%
 
301941.9%
 
292632.6%
 
282312.3%
 
272482.5%
 

JUL_START_DATE
Real number (ℝ≥0)

HIGH CORRELATION

Distinct4471
Distinct (%)44.8%
Missing7
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean10381.66463
Minimum326
Maximum22270
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:31.772408image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum326
5-th percentile1726.55
Q16956.75
median9249
Q314028.75
95-th percentile20546
Maximum22270
Range21944
Interquartile range (IQR)7072

Descriptive statistics

Standard deviation5249.946409
Coefficient of variation (CV)0.5056940863
Kurtosis-0.5393730754
Mean10381.66463
Median Absolute Deviation (MAD)3321
Skewness0.3337494114
Sum103609013
Variance27561937.29
MonotocityNot monotonic
2020-10-25T12:51:31.919015image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
207091631.6%
 
17533570.6%
 
18263310.3%
 
6575310.3%
 
9497300.3%
 
14245290.3%
 
12784270.3%
 
7306270.3%
 
9255270.3%
 
9132260.3%
 
Other values (4461)953295.4%
 
ValueCountFrequency (%) 
3261< 0.1%
 
36680.1%
 
3681< 0.1%
 
3691< 0.1%
 
3711< 0.1%
 
ValueCountFrequency (%) 
222701< 0.1%
 
222421< 0.1%
 
221634< 0.1%
 
221381< 0.1%
 
221293< 0.1%
 

JUL_END_DATE
Real number (ℝ≥0)

HIGH CORRELATION

Distinct4595
Distinct (%)46.0%
Missing7
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean10451.93627
Minimum378
Maximum22270
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:32.067618image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum378
5-th percentile1758
Q17032
median9259
Q314137.5
95-th percentile20576
Maximum22270
Range21892
Interquartile range (IQR)7105.5

Descriptive statistics

Standard deviation5270.646587
Coefficient of variation (CV)0.5042746578
Kurtosis-0.5583132705
Mean10451.93627
Median Absolute Deviation (MAD)3338
Skewness0.3311391991
Sum104310324
Variance27779715.44
MonotocityNot monotonic
2020-10-25T12:51:32.203219image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
207091491.5%
 
17898510.5%
 
9132310.3%
 
9255300.3%
 
18627270.3%
 
9861270.3%
 
6939250.3%
 
7671250.3%
 
18371250.3%
 
14609220.2%
 
Other values (4585)956895.8%
 
ValueCountFrequency (%) 
3781< 0.1%
 
3792< 0.1%
 
3821< 0.1%
 
3831< 0.1%
 
3852< 0.1%
 
ValueCountFrequency (%) 
222701< 0.1%
 
222421< 0.1%
 
221711< 0.1%
 
221634< 0.1%
 
221592< 0.1%
 

DAY_SPAN
Real number (ℝ≥0)

Distinct373
Distinct (%)3.7%
Missing7
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean71.27164329
Minimum1
Maximum11049
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:32.351855image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q11
median1
Q312
95-th percentile365
Maximum11049
Range11048
Interquartile range (IQR)11

Descriptive statistics

Standard deviation377.7753416
Coefficient of variation (CV)5.300499948
Kurtosis302.647245
Mean71.27164329
Median Absolute Deviation (MAD)0
Skewness15.17705829
Sum711291
Variance142714.2087
MonotocityNot monotonic
2020-10-25T12:51:32.485499image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
1632963.4%
 
314674.7%
 
3654234.2%
 
22202.2%
 
71861.9%
 
3661641.6%
 
31431.4%
 
41271.3%
 
81111.1%
 
61041.0%
 
Other values (363)170617.1%
 
ValueCountFrequency (%) 
1632963.4%
 
22202.2%
 
31431.4%
 
41271.3%
 
51031.0%
 
ValueCountFrequency (%) 
110491< 0.1%
 
98352< 0.1%
 
76691< 0.1%
 
73053< 0.1%
 
71421< 0.1%
 

N_INJURD
Real number (ℝ≥0)

SKEWED
ZEROS

Distinct90
Distinct (%)0.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.651947532
Minimum0
Maximum3000
Zeros9245
Zeros (%)92.6%
Memory size78.0 KiB
2020-10-25T12:51:32.628086image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum3000
Range3000
Interquartile range (IQR)0

Descriptive statistics

Standard deviation66.68013012
Coefficient of variation (CV)14.33380958
Kurtosis784.9044073
Mean4.651947532
Median Absolute Deviation (MAD)0
Skewness25.0150656
Sum46459
Variance4446.239753
MonotocityNot monotonic
2020-10-25T12:51:32.769739image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0924592.6%
 
12172.2%
 
2780.8%
 
3780.8%
 
4360.4%
 
12340.3%
 
5340.3%
 
300240.2%
 
9210.2%
 
50190.2%
 
Other values (80)2012.0%
 
ValueCountFrequency (%) 
0924592.6%
 
12172.2%
 
2780.8%
 
3780.8%
 
4360.4%
 
ValueCountFrequency (%) 
30001< 0.1%
 
20003< 0.1%
 
15011< 0.1%
 
15002< 0.1%
 
12021< 0.1%
 

TAR_GPOL
Boolean

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
0
9573 
1
 
414
ValueCountFrequency (%) 
0957395.9%
 
14144.1%
 
2020-10-25T12:51:32.871467image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

aid
Real number (ℝ≥0)

Distinct5085
Distinct (%)50.9%
Missing1
Missing (%)< 0.1%
Infinite0
Infinite (%)0.0%
Mean19850991.54
Minimum1741189
Maximum52980956
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:32.977185image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1741189
5-th percentile2380094
Q120744912
median21552675
Q322574485
95-th percentile24038606.75
Maximum52980956
Range51239767
Interquartile range (IQR)1829573

Descriptive statistics

Standard deviation6642845.409
Coefficient of variation (CV)0.3346354461
Kurtosis4.643122713
Mean19850991.54
Median Absolute Deviation (MAD)925711
Skewness-1.497261962
Sum1.982320015e+11
Variance4.412739513e+13
MonotocityNot monotonic
2020-10-25T12:51:33.132733image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
22754066210.2%
 
22146005200.2%
 
20871541190.2%
 
21711421180.2%
 
20740699180.2%
 
21086783170.2%
 
21484113170.2%
 
22295390170.2%
 
20149636160.2%
 
22539198160.2%
 
Other values (5075)980798.2%
 
ValueCountFrequency (%) 
17411891< 0.1%
 
17435503< 0.1%
 
17450062< 0.1%
 
17486571< 0.1%
 
174974770.1%
 
ValueCountFrequency (%) 
529809561< 0.1%
 
525920271< 0.1%
 
522197083< 0.1%
 
521998731< 0.1%
 
521407311< 0.1%
 

PUB_MON
Real number (ℝ≥0)

Distinct12
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.598478021
Minimum1
Maximum12
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:33.274354image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q14
median7
Q39
95-th percentile12
Maximum12
Range11
Interquartile range (IQR)5

Descriptive statistics

Standard deviation3.309913507
Coefficient of variation (CV)0.501617721
Kurtosis-1.133995364
Mean6.598478021
Median Absolute Deviation (MAD)3
Skewness-0.05253507696
Sum65899
Variance10.95552742
MonotocityNot monotonic
2020-10-25T12:51:33.380112image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%) 
89679.7%
 
79449.5%
 
99349.4%
 
59209.2%
 
48798.8%
 
108668.7%
 
118048.1%
 
38048.1%
 
67607.6%
 
127047.0%
 
Other values (2)140514.1%
 
ValueCountFrequency (%) 
17017.0%
 
27047.0%
 
38048.1%
 
48798.8%
 
59209.2%
 
ValueCountFrequency (%) 
127047.0%
 
118048.1%
 
108668.7%
 
99349.4%
 
89679.7%
 

PUB_DATE
Real number (ℝ≥0)

Distinct31
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean15.85671373
Minimum1
Maximum31
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:33.497794image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile2
Q18
median16
Q324
95-th percentile30
Maximum31
Range30
Interquartile range (IQR)16

Descriptive statistics

Standard deviation8.779573396
Coefficient of variation (CV)0.5536817746
Kurtosis-1.191928208
Mean15.85671373
Median Absolute Deviation (MAD)8
Skewness-0.01268790223
Sum158361
Variance77.08090901
MonotocityNot monotonic
2020-10-25T12:51:33.621459image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=31)
ValueCountFrequency (%) 
243893.9%
 
133743.7%
 
173693.7%
 
303573.6%
 
193563.6%
 
113433.4%
 
283413.4%
 
123393.4%
 
273343.3%
 
63333.3%
 
Other values (21)645264.6%
 
ValueCountFrequency (%) 
13143.1%
 
23083.1%
 
33333.3%
 
43293.3%
 
53333.3%
 
ValueCountFrequency (%) 
311531.5%
 
303573.6%
 
293013.0%
 
283413.4%
 
273343.3%
 

PUB_YEAR
Real number (ℝ≥0)

HIGH CORRELATION

Distinct61
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1973.823671
Minimum1946
Maximum2006
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:33.766037image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1946
5-th percentile1950
Q11964
median1970
Q31984
95-th percentile2001
Maximum2006
Range60
Interquartile range (IQR)20

Descriptive statistics

Standard deviation14.75325627
Coefficient of variation (CV)0.00747445503
Kurtosis-0.6061396532
Mean1973.823671
Median Absolute Deviation (MAD)9
Skewness0.3133560081
Sum19712577
Variance217.6585704
MonotocityNot monotonic
2020-10-25T12:51:33.910651image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
19695175.2%
 
19705095.1%
 
19634244.2%
 
19683913.9%
 
19673603.6%
 
19663333.3%
 
19653283.3%
 
19643243.2%
 
19713073.1%
 
19792652.7%
 
Other values (51)622962.4%
 
ValueCountFrequency (%) 
19461421.4%
 
1947991.0%
 
19481391.4%
 
19491141.1%
 
19501021.0%
 
ValueCountFrequency (%) 
20062< 0.1%
 
2005650.7%
 
2004660.7%
 
20031501.5%
 
20021521.5%
 

recap
Boolean

HIGH CORRELATION

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
0
9245 
1
 
742
ValueCountFrequency (%) 
0924592.6%
 
17427.4%
 
2020-10-25T12:51:34.019360image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

NEWS_SOURCE
Categorical

Distinct4
Distinct (%)< 0.1%
Missing51
Missing (%)0.5%
Memory size78.0 KiB
NYT
9468 
WSJ
 
438
SWB
 
27
FBI
 
3
ValueCountFrequency (%) 
NYT946894.8%
 
WSJ4384.4%
 
SWB270.3%
 
FBI3< 0.1%
 
(Missing)510.5%
 
2020-10-25T12:51:34.115103image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2020-10-25T12:51:34.193893image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:34.313573image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3

CODE_YEAR
Categorical

Distinct4
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
2010
3439 
2012
3106 
2011
2191 
2009
1251 
ValueCountFrequency (%) 
2010343934.4%
 
2012310631.1%
 
2011219121.9%
 
2009125112.5%
 
2020-10-25T12:51:34.434250image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2020-10-25T12:51:34.521017image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:34.641696image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length4
Median length4
Mean length4
Min length4

CODE_MONTH
Real number (ℝ≥0)

Distinct12
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.43196155
Minimum1
Maximum12
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:34.751403image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q13
median6
Q310
95-th percentile12
Maximum12
Range11
Interquartile range (IQR)7

Descriptive statistics

Standard deviation3.607113467
Coefficient of variation (CV)0.5608107945
Kurtosis-1.265804252
Mean6.43196155
Median Absolute Deviation (MAD)3
Skewness0.1014555826
Sum64236
Variance13.01126756
MonotocityNot monotonic
2020-10-25T12:51:34.865098image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%) 
12115111.5%
 
6114511.5%
 
2112811.3%
 
49309.3%
 
118668.7%
 
18638.6%
 
57217.2%
 
77207.2%
 
107117.1%
 
86446.4%
 
Other values (2)110811.1%
 
ValueCountFrequency (%) 
18638.6%
 
2112811.3%
 
36156.2%
 
49309.3%
 
57217.2%
 
ValueCountFrequency (%) 
12115111.5%
 
118668.7%
 
107117.1%
 
94934.9%
 
86446.4%
 

CODE_DAY
Real number (ℝ≥0)

Distinct31
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean15.66386302
Minimum1
Maximum31
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:34.990798image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile2
Q18
median15
Q324
95-th percentile30
Maximum31
Range30
Interquartile range (IQR)16

Descriptive statistics

Standard deviation9.084944112
Coefficient of variation (CV)0.5799938431
Kurtosis-1.259435152
Mean15.66386302
Median Absolute Deviation (MAD)8
Skewness0.04824035887
Sum156435
Variance82.53620951
MonotocityNot monotonic
2020-10-25T12:51:35.105482image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=31)
ValueCountFrequency (%) 
94554.6%
 
304054.1%
 
63813.8%
 
33743.7%
 
203573.6%
 
23523.5%
 
253513.5%
 
43503.5%
 
13443.4%
 
273443.4%
 
Other values (21)627462.8%
 
ValueCountFrequency (%) 
13443.4%
 
23523.5%
 
33743.7%
 
43503.5%
 
53133.1%
 
ValueCountFrequency (%) 
312322.3%
 
304054.1%
 
293213.2%
 
283133.1%
 
273443.4%
 

event
Boolean

HIGH CORRELATION

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
1
9270 
0
 
717
ValueCountFrequency (%) 
1927092.8%
 
07177.2%
 
2020-10-25T12:51:35.197248image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

posthoc
Boolean

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
0
9143 
1
 
844
ValueCountFrequency (%) 
0914391.5%
 
18448.5%
 
2020-10-25T12:51:35.250067image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

EV_TYPE
Categorical

MISSING

Distinct4
Distinct (%)< 0.1%
Missing131
Missing (%)1.3%
Memory size78.0 KiB
1
5285 
2
3146 
4
1417 
5
 
8
ValueCountFrequency (%) 
1528552.9%
 
2314631.5%
 
4141714.2%
 
580.1%
 
(Missing)1311.3%
 
2020-10-25T12:51:35.343817image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2020-10-25T12:51:35.425597image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:35.549302image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3

linked
Boolean

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
0
5921 
1
4066 
ValueCountFrequency (%) 
0592159.3%
 
1406640.7%
 
2020-10-25T12:51:35.628058image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

pinpoint
Categorical

MISSING

Distinct3
Distinct (%)< 0.1%
Missing308
Missing (%)3.1%
Memory size78.0 KiB
3
8982 
1
 
692
2
 
5
ValueCountFrequency (%) 
3898289.9%
 
16926.9%
 
250.1%
 
(Missing)3083.1%
 
2020-10-25T12:51:35.726829image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2020-10-25T12:51:35.818582image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:35.921271image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3

GP3
Categorical

Distinct4
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
UNITED STATES
7786 
united states
1756 
United States
 
338
undefined
 
107
ValueCountFrequency (%) 
UNITED STATES778678.0%
 
united states175617.6%
 
United States3383.4%
 
undefined1071.1%
 
2020-10-25T12:51:36.050964image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2020-10-25T12:51:36.145672image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:36.278316image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length13
Median length13
Mean length12.95714429
Min length9

GP4
Categorical

HIGH CARDINALITY

Distinct1296
Distinct (%)13.0%
Missing1
Missing (%)< 0.1%
Memory size78.0 KiB
UNITED STATES
1129 
NEW YORK
942 
New York
 
323
WASHINGTON
 
321
CHICAGO
 
229
Other values (1291)
7042 
ValueCountFrequency (%) 
UNITED STATES112911.3%
 
NEW YORK9429.4%
 
New York3233.2%
 
WASHINGTON3213.2%
 
CHICAGO2292.3%
 
BIRMINGHAM1561.6%
 
new york1471.5%
 
MIAMI1351.4%
 
SAN FRANCISCO1241.2%
 
MISSISSIPPI1081.1%
 
Other values (1286)637263.8%
 
2020-10-25T12:51:36.449859image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Frequencies of value counts

Unique

Unique576 ?
Unique (%)5.8%
2020-10-25T12:51:37.469172image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length42
Median length9
Mean length10.13127065
Min length3

GP7
Real number (ℝ≥0)

MISSING

Distinct1223
Distinct (%)12.4%
Missing112
Missing (%)1.1%
Infinite0
Infinite (%)0.0%
Mean38.28862047
Minimum0
Maximum63.0625
Zeros1
Zeros (%)< 0.1%
Memory size78.0 KiB
2020-10-25T12:51:37.613744image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile29.95459938
Q136.16999817
median39.29040146
Q340.78340149
95-th percentile43.11809921
Maximum63.0625
Range63.0625
Interquartile range (IQR)4.61340332

Descriptive statistics

Standard deviation4.772670076
Coefficient of variation (CV)0.1246498311
Kurtosis4.361734479
Mean38.28862047
Median Absolute Deviation (MAD)1.55970001
Skewness-1.207873464
Sum378100.1271
Variance22.77837965
MonotocityNot monotonic
2020-10-25T12:51:37.748420image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
40.71429825113011.3%
 
38112911.3%
 
38.895099644244.2%
 
42.149700163253.3%
 
41.849998472302.3%
 
33.520698551671.7%
 
25.774299621561.6%
 
40.650100711521.5%
 
37.774898531261.3%
 
32.767299651131.1%
 
Other values (1213)592359.3%
 
(Missing)1121.1%
 
ValueCountFrequency (%) 
01< 0.1%
 
1.0616699461< 0.1%
 
6.953060151< 0.1%
 
134< 0.1%
 
13.444399831< 0.1%
 
ValueCountFrequency (%) 
63.06253< 0.1%
 
61.893901821< 0.1%
 
61.384998321< 0.1%
 
61.21810153< 0.1%
 
60.987201694< 0.1%
 

GP8
Real number (ℝ)

MISSING

Distinct1225
Distinct (%)12.4%
Missing111
Missing (%)1.1%
Infinite0
Infinite (%)0.0%
Mean-85.89808498
Minimum-176.7839966
Maximum158.1529999
Zeros1
Zeros (%)< 0.1%
Memory size78.0 KiB
2020-10-25T12:51:37.894992image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-176.7839966
5-th percentile-119.7460022
Q1-94.65242767
median-81.71700287
Q3-74.17240143
95-th percentile-73.7562027
Maximum158.1529999
Range334.9369965
Interquartile range (IQR)20.48002624

Descriptive statistics

Standard deviation15.87729134
Coefficient of variation (CV)-0.1848387115
Kurtosis34.91982343
Mean-85.89808498
Median Absolute Deviation (MAD)7.71100617
Skewness1.001112646
Sum-848329.4872
Variance252.0883804
MonotocityNot monotonic
2020-10-25T12:51:38.036649image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
-97112911.3%
 
-74.0059967110711.1%
 
-77.036399844254.3%
 
-74.938400273253.3%
 
-87.650100712302.3%
 
-86.802497861671.7%
 
-80.19370271561.6%
 
-73.949600221521.5%
 
-122.41899871261.3%
 
-89.681198121141.1%
 
Other values (1215)594559.5%
 
(Missing)1111.1%
 
ValueCountFrequency (%) 
-176.78399663< 0.1%
 
-169.53399661< 0.1%
 
-158.88900761< 0.1%
 
-157.8580017130.1%
 
-157.8229982< 0.1%
 
ValueCountFrequency (%) 
158.15299991< 0.1%
 
154.80099491< 0.1%
 
144.73699951< 0.1%
 
1444< 0.1%
 
01< 0.1%
 

LOC_TYPE
Real number (ℝ≥0)

Distinct29
Distinct (%)0.3%
Missing28
Missing (%)0.3%
Infinite0
Infinite (%)0.0%
Mean11.84456271
Minimum0
Maximum28
Zeros55
Zeros (%)0.6%
Memory size78.0 KiB
2020-10-25T12:51:38.173287image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile2
Q12
median10
Q321
95-th percentile27
Maximum28
Range28
Interquartile range (IQR)19

Descriptive statistics

Standard deviation9.538736067
Coefficient of variation (CV)0.8053261486
Kurtosis-1.506736706
Mean11.84456271
Median Absolute Deviation (MAD)8
Skewness0.2457110497
Sum117960
Variance90.98748575
MonotocityNot monotonic
2020-10-25T12:51:38.287975image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=29)
ValueCountFrequency (%) 
2388638.9%
 
21115111.5%
 
27109711.0%
 
189239.2%
 
93563.6%
 
43093.1%
 
152512.5%
 
142462.5%
 
162362.4%
 
191972.0%
 
Other values (19)130713.1%
 
ValueCountFrequency (%) 
0550.6%
 
1460.5%
 
2388638.9%
 
3140.1%
 
43093.1%
 
ValueCountFrequency (%) 
281321.3%
 
27109711.0%
 
26140.1%
 
25260.3%
 
24700.7%
 

AD_VIOL
Boolean

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
0
9909 
1
 
78
ValueCountFrequency (%) 
0990999.2%
 
1780.8%
 
2020-10-25T12:51:38.385679image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

AD_TACT
Real number (ℝ≥0)

MISSING

Distinct17
Distinct (%)0.3%
Missing4690
Missing (%)47.0%
Infinite0
Infinite (%)0.0%
Mean16.68283934
Minimum1
Maximum18
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:38.469455image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile17
Q117
median17
Q317
95-th percentile17
Maximum18
Range17
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.884864289
Coefficient of variation (CV)0.1129822238
Kurtosis36.29515004
Mean16.68283934
Median Absolute Deviation (MAD)0
Skewness-6.042899082
Sum88369
Variance3.552713387
MonotocityNot monotonic
2020-10-25T12:51:38.573177image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=17)
ValueCountFrequency (%) 
17508650.9%
 
5340.3%
 
18320.3%
 
4280.3%
 
7210.2%
 
9160.2%
 
15150.2%
 
2100.1%
 
8100.1%
 
11100.1%
 
Other values (7)350.4%
 
(Missing)469047.0%
 
ValueCountFrequency (%) 
150.1%
 
2100.1%
 
32< 0.1%
 
4280.3%
 
5340.3%
 
ValueCountFrequency (%) 
18320.3%
 
17508650.9%
 
1690.1%
 
15150.2%
 
142< 0.1%
 

EXP_TYPE
Categorical

HIGH CORRELATION
MISSING

Distinct4
Distinct (%)0.1%
Missing4705
Missing (%)47.1%
Memory size78.0 KiB
4
2638 
1
1562 
2
1008 
3
 
74
ValueCountFrequency (%) 
4263826.4%
 
1156215.6%
 
2100810.1%
 
3740.7%
 
(Missing)470547.1%
 
2020-10-25T12:51:38.708815image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2020-10-25T12:51:38.792628image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:38.923244image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3

ATK_TYPE
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct8
Distinct (%)0.2%
Missing6525
Missing (%)65.3%
Infinite0
Infinite (%)0.0%
Mean5.131426921
Minimum1
Maximum9
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:39.038931image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q16
median6
Q36
95-th percentile7
Maximum9
Range8
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2.084407846
Coefficient of variation (CV)0.4062043322
Kurtosis-0.06651003921
Mean5.131426921
Median Absolute Deviation (MAD)0
Skewness-1.256601584
Sum17765
Variance4.344756068
MonotocityNot monotonic
2020-10-25T12:51:39.149635image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%) 
6200720.1%
 
76246.2%
 
15915.9%
 
41001.0%
 
2900.9%
 
3410.4%
 
550.1%
 
94< 0.1%
 
(Missing)652565.3%
 
ValueCountFrequency (%) 
15915.9%
 
2900.9%
 
3410.4%
 
41001.0%
 
550.1%
 
ValueCountFrequency (%) 
94< 0.1%
 
76246.2%
 
6200720.1%
 
550.1%
 
41001.0%
 

DSA_TYPE
Real number (ℝ≥0)

MISSING

Distinct5
Distinct (%)0.4%
Missing8619
Missing (%)86.3%
Infinite0
Infinite (%)0.0%
Mean2.887426901
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:39.273304image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q12
median3
Q34
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.230751949
Coefficient of variation (CV)0.426245232
Kurtosis-1.015460965
Mean2.887426901
Median Absolute Deviation (MAD)1
Skewness0.02407103256
Sum3950
Variance1.51475036
MonotocityNot monotonic
2020-10-25T12:51:39.379021image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
33453.5%
 
43383.4%
 
23303.3%
 
12182.2%
 
51371.4%
 
(Missing)861986.3%
 
ValueCountFrequency (%) 
12182.2%
 
23303.3%
 
33453.5%
 
43383.4%
 
51371.4%
 
ValueCountFrequency (%) 
51371.4%
 
43383.4%
 
33453.5%
 
23303.3%
 
12182.2%
 

STAT_ACT
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct35
Distinct (%)2.6%
Missing8631
Missing (%)86.4%
Infinite0
Infinite (%)0.0%
Mean26.1320059
Minimum1
Maximum42
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:39.521680image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile4
Q118
median25.5
Q333
95-th percentile41
Maximum42
Range41
Interquartile range (IQR)15

Descriptive statistics

Standard deviation11.07063437
Coefficient of variation (CV)0.4236427319
Kurtosis-0.5449379791
Mean26.1320059
Median Absolute Deviation (MAD)7.5
Skewness-0.2926678179
Sum35435
Variance122.5589453
MonotocityNot monotonic
2020-10-25T12:51:39.651328image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=35)
ValueCountFrequency (%) 
413063.1%
 
222052.1%
 
301621.6%
 
171311.3%
 
28750.8%
 
24640.6%
 
23550.6%
 
32500.5%
 
4470.5%
 
6270.3%
 
Other values (25)2342.3%
 
(Missing)863186.4%
 
ValueCountFrequency (%) 
1240.2%
 
21< 0.1%
 
34< 0.1%
 
4470.5%
 
5200.2%
 
ValueCountFrequency (%) 
42110.1%
 
413063.1%
 
402< 0.1%
 
392< 0.1%
 
381< 0.1%
 

N_OF_INI_P
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct422
Distinct (%)6.5%
Missing3544
Missing (%)35.5%
Infinite0
Infinite (%)0.0%
Mean3149.480677
Minimum1
Maximum700000
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:39.787927image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q13
median19
Q3500
95-th percentile6000
Maximum700000
Range699999
Interquartile range (IQR)497

Descriptive statistics

Standard deviation26027.7169
Coefficient of variation (CV)8.264129733
Kurtosis306.9358213
Mean3149.480677
Median Absolute Deviation (MAD)18
Skewness16.05290657
Sum20292104
Variance677442047.2
MonotocityNot monotonic
2020-10-25T12:51:39.931543image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
1139614.0%
 
35865.9%
 
155205.2%
 
604864.9%
 
15004094.1%
 
25002382.4%
 
22142.1%
 
60001481.5%
 
41101.1%
 
200940.9%
 
Other values (412)224222.4%
 
(Missing)354435.5%
 
ValueCountFrequency (%) 
1139614.0%
 
22142.1%
 
35865.9%
 
41101.1%
 
5640.6%
 
ValueCountFrequency (%) 
7000001< 0.1%
 
6500001< 0.1%
 
5250001< 0.1%
 
5050001< 0.1%
 
5000002< 0.1%
 

N_OF_INI_A
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct422
Distinct (%)4.8%
Missing1169
Missing (%)11.7%
Infinite0
Infinite (%)0.0%
Mean2766.247222
Minimum1
Maximum700000
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:40.101092image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q11
median15
Q3450
95-th percentile6000
Maximum700000
Range699999
Interquartile range (IQR)449

Descriptive statistics

Standard deviation23327.82389
Coefficient of variation (CV)8.433022077
Kurtosis353.9305834
Mean2766.247222
Median Absolute Deviation (MAD)14
Skewness16.97308995
Sum24392768
Variance544187367.4
MonotocityNot monotonic
2020-10-25T12:51:40.251203image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
1233723.4%
 
56586.6%
 
36056.1%
 
155205.2%
 
604864.9%
 
15004134.1%
 
12502512.5%
 
25002372.4%
 
22152.2%
 
30001931.9%
 
Other values (412)290329.1%
 
(Missing)116911.7%
 
ValueCountFrequency (%) 
1233723.4%
 
22152.2%
 
36056.1%
 
41101.1%
 
56586.6%
 
ValueCountFrequency (%) 
7000001< 0.1%
 
6500001< 0.1%
 
5250001< 0.1%
 
5050001< 0.1%
 
5000002< 0.1%
 

WEAP_GRD
Real number (ℝ≥0)

Distinct5
Distinct (%)0.1%
Missing80
Missing (%)0.8%
Infinite0
Infinite (%)0.0%
Mean1.512264056
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:40.391865image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q11
median1
Q32
95-th percentile4
Maximum5
Range4
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.9805940546
Coefficient of variation (CV)0.6484277999
Kurtosis1.709314735
Mean1.512264056
Median Absolute Deviation (MAD)0
Skewness1.746410401
Sum14982
Variance0.9615646999
MonotocityNot monotonic
2020-10-25T12:51:40.497578image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
1740974.2%
 
38648.7%
 
28088.1%
 
47657.7%
 
5610.6%
 
(Missing)800.8%
 
ValueCountFrequency (%) 
1740974.2%
 
28088.1%
 
38648.7%
 
47657.7%
 
5610.6%
 
ValueCountFrequency (%) 
5610.6%
 
47657.7%
 
38648.7%
 
28088.1%
 
1740974.2%
 

N_KILLED_P
Real number (ℝ≥0)

SKEWED
ZEROS

Distinct89
Distinct (%)0.9%
Missing12
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean3.553102757
Minimum0
Maximum3533
Zeros8903
Zeros (%)89.1%
Memory size78.0 KiB
2020-10-25T12:51:40.638202image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum3533
Range3533
Interquartile range (IQR)0

Descriptive statistics

Standard deviation64.68078816
Coefficient of variation (CV)18.20402971
Kurtosis1793.981687
Mean3.553102757
Median Absolute Deviation (MAD)0
Skewness39.44361892
Sum35442.2
Variance4183.604357
MonotocityNot monotonic
2020-10-25T12:51:40.774841image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0890389.1%
 
15135.1%
 
21271.3%
 
0.2660.7%
 
4540.5%
 
3530.5%
 
6330.3%
 
168300.3%
 
5200.2%
 
320150.2%
 
Other values (79)1611.6%
 
ValueCountFrequency (%) 
0890389.1%
 
0.2660.7%
 
15135.1%
 
21271.3%
 
3530.5%
 
ValueCountFrequency (%) 
35331< 0.1%
 
30171< 0.1%
 
26001< 0.1%
 
20791< 0.1%
 
16321< 0.1%
 

N_KILLED_A
Real number (ℝ≥0)

SKEWED
ZEROS

Distinct100
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.375388004
Minimum0
Maximum7500
Zeros8903
Zeros (%)89.1%
Memory size78.0 KiB
2020-10-25T12:51:40.929387image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum7500
Range7500
Interquartile range (IQR)0

Descriptive statistics

Standard deviation120.4981797
Coefficient of variation (CV)18.90052489
Kurtosis1905.201967
Mean6.375388004
Median Absolute Deviation (MAD)0
Skewness38.64096993
Sum63671
Variance14519.8113
MonotocityNot monotonic
2020-10-25T12:51:41.068053image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0890389.1%
 
15445.4%
 
21191.2%
 
4750.8%
 
3550.6%
 
6380.4%
 
168300.3%
 
5220.2%
 
320150.2%
 
11110.1%
 
Other values (90)1751.8%
 
ValueCountFrequency (%) 
0890389.1%
 
15445.4%
 
21191.2%
 
3550.6%
 
4750.8%
 
ValueCountFrequency (%) 
75001< 0.1%
 
45001< 0.1%
 
35331< 0.1%
 
31501< 0.1%
 
30171< 0.1%
 

E_LENGTH
Categorical

Distinct4
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
1
8144 
4
840 
2
 
577
3
 
426
ValueCountFrequency (%) 
1814481.5%
 
48408.4%
 
25775.8%
 
34264.3%
 
2020-10-25T12:51:41.220643image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2020-10-25T12:51:41.312400image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:41.427096image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length1
Median length1
Mean length1
Min length1

N_INJURD_D
Real number (ℝ≥0)

ZEROS

Distinct11
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3762891759
Minimum0
Maximum10
Zeros9245
Zeros (%)92.6%
Memory size78.0 KiB
2020-10-25T12:51:41.533807image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum10
Range10
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.69097418
Coefficient of variation (CV)4.493815631
Kurtosis24.58089522
Mean0.3762891759
Median Absolute Deviation (MAD)0
Skewness5.020115879
Sum3758
Variance2.859393679
MonotocityNot monotonic
2020-10-25T12:51:41.638526image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%) 
0924592.6%
 
102372.4%
 
12172.2%
 
3780.8%
 
2780.8%
 
4360.4%
 
5340.3%
 
9210.2%
 
6180.2%
 
7140.1%
 
ValueCountFrequency (%) 
0924592.6%
 
12172.2%
 
2780.8%
 
3780.8%
 
4360.4%
 
ValueCountFrequency (%) 
102372.4%
 
9210.2%
 
890.1%
 
7140.1%
 
6180.2%
 

DAM_PROP
Boolean

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
0
9820 
1
 
167
ValueCountFrequency (%) 
0982098.3%
 
11671.7%
 
2020-10-25T12:51:41.717314image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

arrests
Boolean

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
0
9596 
1
 
391
ValueCountFrequency (%) 
0959696.1%
 
13913.9%
 
2020-10-25T12:51:41.770175image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

PER_ATK_I
Boolean

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
0
7266 
1
2721 
ValueCountFrequency (%) 
0726672.8%
 
1272127.2%
 
2020-10-25T12:51:41.823033image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

PER_ATK_E
Boolean

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
0
9711 
1
 
276
ValueCountFrequency (%) 
0971197.2%
 
12762.8%
 
2020-10-25T12:51:41.875894image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

PUB_ORDER
Boolean

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
0
9554 
1
 
433
ValueCountFrequency (%) 
0955495.7%
 
14334.3%
 
2020-10-25T12:51:41.937690image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
0
9694 
1
 
293
ValueCountFrequency (%) 
0969497.1%
 
12932.9%
 
2020-10-25T12:51:41.995536image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

AMBIG_WGT
Boolean

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
0
9850 
0.5
 
137
ValueCountFrequency (%) 
0985098.6%
 
0.51371.4%
 
2020-10-25T12:51:42.051386image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
0
6095 
1
3892 
ValueCountFrequency (%) 
0609561.0%
 
1389239.0%
 
2020-10-25T12:51:42.105278image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
0
6440 
1
3547 
ValueCountFrequency (%) 
0644064.5%
 
1354735.5%
 
2020-10-25T12:51:42.158137image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
0
8015 
1
1972 
ValueCountFrequency (%) 
0801580.3%
 
1197219.7%
 
2020-10-25T12:51:42.210998image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
0
8985 
1
1002 
ValueCountFrequency (%) 
0898590.0%
 
1100210.0%
 
2020-10-25T12:51:42.263854image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
0
9472 
1
 
515
ValueCountFrequency (%) 
0947294.8%
 
15155.2%
 
2020-10-25T12:51:42.316712image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
0
9891 
1
 
96
ValueCountFrequency (%) 
0989199.0%
 
1961.0%
 
2020-10-25T12:51:42.369570image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
0
9728 
1
 
259
ValueCountFrequency (%) 
0972897.4%
 
12592.6%
 
2020-10-25T12:51:42.422431image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

QUASI_EVENT
Boolean

HIGH CORRELATION

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size78.0 KiB
0
9245 
1
 
742
ValueCountFrequency (%) 
0924592.6%
 
17427.4%
 
2020-10-25T12:51:42.475287image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

victim_effect
Real number (ℝ≥0)

MISSING

Distinct13
Distinct (%)0.2%
Missing3151
Missing (%)31.6%
Infinite0
Infinite (%)0.0%
Mean6.669543593
Minimum1
Maximum13
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:42.550087image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q11
median8
Q312
95-th percentile13
Maximum13
Range12
Interquartile range (IQR)11

Descriptive statistics

Standard deviation5.259032693
Coefficient of variation (CV)0.7885146292
Kurtosis-1.832477082
Mean6.669543593
Median Absolute Deviation (MAD)5
Skewness0.04047278294
Sum45593
Variance27.65742487
MonotocityNot monotonic
2020-10-25T12:51:42.659793image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%) 
1255725.6%
 
13144614.5%
 
12107710.8%
 
105465.5%
 
23663.7%
 
43443.4%
 
83173.2%
 
9840.8%
 
3430.4%
 
5420.4%
 
Other values (3)140.1%
 
(Missing)315131.6%
 
ValueCountFrequency (%) 
1255725.6%
 
23663.7%
 
3430.4%
 
43443.4%
 
5420.4%
 
ValueCountFrequency (%) 
13144614.5%
 
12107710.8%
 
1150.1%
 
105465.5%
 
9840.8%
 

weapon
Real number (ℝ≥0)

Distinct23
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.489035746
Minimum1
Maximum27
Zeros0
Zeros (%)0.0%
Memory size78.0 KiB
2020-10-25T12:51:42.770497image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q11
median1
Q33
95-th percentile22.7
Maximum27
Range26
Interquartile range (IQR)2

Descriptive statistics

Standard deviation6.860864011
Coefficient of variation (CV)1.528360298
Kurtosis2.733571844
Mean4.489035746
Median Absolute Deviation (MAD)0
Skewness1.943182608
Sum44832
Variance47.07145498
MonotocityNot monotonic
2020-10-25T12:51:42.896126image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=23)
ValueCountFrequency (%) 
1740974.2%
 
145445.4%
 
263974.0%
 
183363.4%
 
103133.1%
 
73113.1%
 
121661.7%
 
31211.2%
 
9690.7%
 
27620.6%
 
Other values (13)2592.6%
 
ValueCountFrequency (%) 
1740974.2%
 
280.1%
 
31211.2%
 
5430.4%
 
73113.1%
 
ValueCountFrequency (%) 
27620.6%
 
263974.0%
 
25190.2%
 
23220.2%
 
221< 0.1%
 

Interactions

2020-10-25T12:49:16.648553image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:16.775214image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:16.898847image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:17.018527image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:17.140201image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:17.247913image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:17.358617image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:17.476338image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:17.585012image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:17.694761image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:17.804461image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:17.917160image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:18.041826image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:18.158480image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:18.274492image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:18.406851image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:18.544447image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:18.666121image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:18.799762image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:18.921436image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:19.048098image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:19.166780image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:19.287459image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:19.406140image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
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2020-10-25T12:49:19.664451image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:19.784130image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:19.895829image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:20.001546image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:20.113289image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
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2020-10-25T12:49:20.360587image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
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2020-10-25T12:49:20.593001image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:20.693731image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:20.804435image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:20.915102image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:21.021856image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
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2020-10-25T12:49:22.011209image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
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2020-10-25T12:49:22.529365image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:22.634120image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:22.742795image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:22.850540image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:49:22.961211image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
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2020-10-25T12:49:23.942138image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
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2020-10-25T12:51:10.177480image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:10.282166image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:10.386884image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:10.495595image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:10.604304image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:10.710021image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:10.821721image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:10.931429image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:11.042645image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:11.147363image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:11.249091image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:11.355807image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:11.465513image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:11.575220image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:11.689915image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:11.805638image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:11.915310image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:12.025017image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:12.136718image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:12.238444image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:12.344203image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:12.445928image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:12.547617image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:12.649381image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:12.755064image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:12.866765image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:12.974125image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:13.078845image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:13.181570image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:13.283298image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:13.384031image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:13.487754image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:13.589442image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:13.690173image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:13.791937image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:13.895660image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:13.998387image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:14.104101image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:14.205832image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:14.308553image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:14.410283image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:14.513007image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:14.615733image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:14.720416image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:14.826170image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:14.928858image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:15.030623image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:15.132350image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:15.232085image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:15.335807image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:15.436501image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:15.539262image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:15.645976image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:15.748665image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:15.852388image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:15.958105image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:16.059870image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:16.160603image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:16.261339image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:16.365053image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:16.465784image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:16.567514image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:16.669239image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:16.774921image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:16.883631image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:16.989382image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:17.090112image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:17.195831image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:17.297558image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:17.404238image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:17.513945image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:17.618699image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:17.719430image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:17.820163image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:17.929832image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:18.036545image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:18.138273image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Correlations

2020-10-25T12:51:43.122556image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
2020-10-25T12:51:45.289722image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
2020-10-25T12:51:47.450942image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
2020-10-25T12:51:49.614155image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.
2020-10-25T12:51:51.720520image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

2020-10-25T12:51:18.556190image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:25.154505image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:27.247513image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-10-25T12:51:28.225894image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Sample

First rows

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01.019461.01.06.01.036.036.04.09.0369.0379.011.0002124804.011519460NYT2010916101.013.0UNITED STATESSTAMFORD41.053398-73.5386962.0017.04.0NaNNaNNaNNaNNaN1.00.00300000000.0001000001.01
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21.019461.01.06.01.036.036.02.015.0368.0392.025.00019148557.012819461NYT20101110001.001.0UNITED STATESUNITED STATES38.000000-97.0000002.0017.04.0NaNNaNNaN17000.017000.01.00.00300000000.000100001NaN1
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41.019461.01.06.01.036.036.04.020.0385.0385.01.00019150677.012119460NYT20101218101.003.0UNITED STATESLACKAWANNA42.825600-78.82340213.0017.04.0NaNNaNNaN2500.02500.01.00.00100000000.000100000NaN1
51.019461.01.06.01.038.0NaN1.025.0390.0390.01.00019149205.012619460NYT201113101.003.0united statesJoliet41.525002-88.08170314.0017.02.0NaNNaNNaN60.060.01.00.00101000000.0001000001.01
61.019461.02.0NaN2.0NaNNaN1.025.0390.0390.01.00019149205.012619460NYT201113104.003.0UNITED STATESCHICAGO41.849998-87.65010114.00NaNNaNNaN3.033.0NaNNaN1.00.00100000100.000000000NaN1
71.019461.01.06.01.037.037.02.016.0379.0383.05.00019150356.012219460NYT2011526101.013.0united statesFlint43.012501-83.68750018.0017.04.0NaNNaNNaNNaNNaN1.00.00200000000.0011000001.01
81.019461.01.06.01.036.036.04.010.0372.0378.07.00019152099.011419460NYT2012216101.003.0UNITED STATESNEW YORK42.149700-74.9384002.0017.04.0NaNNaNNaN7000.07000.01.00.00200000000.00010000013.01
91.019461.01.06.01.036.036.01.017.0382.0382.01.00019205021.062719460NYT2012220101.013.0UNITED STATESLOS ANGELES34.052200-118.24400314.0017.04.0NaNNaNNaN2500.02500.01.00.00100100000.0001000004.01

Last rows

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99778.020051.01.02.01.037.037.01.010.022138.022138.01.00024058412.081220050NYT201067101.011.0UNITED STATESUNITED STATES38.000000-97.00000027.0017.01.0NaNNaNNaNNaN1.01.00.00100000000.001000000NaN1
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99809.020051.01.05.01.029.029.01.04.022163.022163.01.00024061727.09520050NYT201131102.013.0UNITED STATESNEW ORLEANS29.954599-90.0751046.00NaNNaN6.0NaNNaN15.015.03.00.00100010000.00000010013.015
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